Evolution of the DNA methylome from precancer to invasive lung adenocarcinoma

The evolution of DNA methylation at genome level and methylation intra-tumor heterogeneity (ITH) during early lung carcinogenesis has not been systematically studied. We performed multiregional reduced representation bisulfite sequencing (RRBS) of 62 resected lung nodules from 39 patients including atypical adenomatous hyperplasia (AAH, n=14), adenocarcinoma in situ (AIS, n=15), minimally invasive adenocarcinoma (MIA, n=22), and invasive adenocarcinoma (ADC, n=11). We observed significantly higher level of methylation ITH in later-stage lesions and gradual increase in both hyper- and hypomethylation compared to matched normal lung tissues over the course of neoplastic progression. The phyloepigenetic patterns inferred from methylation aberrations resembled those based on somatic mutations suggesting parallel methylation and genetic evolution during the early lung carcinogenesis. De-convolution of transcriptomic profiles from a previously published cohort and RBBS data from the current cohort demonstrated higher ratios of T regulatory cells (Tregs) versus CD8+ T cells in later-stage diseases implying progressive immunosuppression with neoplastic progression. Furthermore, increased global hypomethylation was associated with higher mutation burden, higher copy number aberration burden, higher allelic imbalance burden as well as higher Treg/CD8 ratio highlighting the potential impact of methylation states on chromosomal instability, mutagenesis and the tumor immune microenvironment.

[1]  P. A. Futreal,et al.  Immune evolution from preneoplasia to invasive lung adenocarcinomas and underlying molecular features , 2020, Nature Communications.

[2]  A. Guo,et al.  ImmuCellAI: A Unique Method for Comprehensive T‐Cell Subsets Abundance Prediction and its Application in Cancer Immunotherapy , 2020, Advanced science.

[3]  Mark M. Davis,et al.  Comprehensive T cell repertoire characterization of non-small cell lung cancer , 2020, Nature Communications.

[4]  X. Hua,et al.  Genetic and epigenetic intratumor heterogeneity impacts prognosis of lung adenocarcinoma , 2019, Nature Communications.

[5]  R. Mann,et al.  Towards a mechanistic understanding of DNA methylation readout by transcription factors. , 2020, Journal of molecular biology.

[6]  Joshua D. Campbell,et al.  Genomic and immune profiling of pre-invasive lung adenocarcinoma , 2019, Nature Communications.

[7]  Jung Kyoon Choi,et al.  DNA methylation loss promotes immune evasion of tumours with high mutation and copy number load , 2019, Nature Communications.

[8]  Liang Li,et al.  CD8+ cytotoxic and FoxP3+ regulatory T lymphocytes serve as prognostic factors in breast cancer. , 2019, American journal of translational research.

[9]  K. Ashizawa,et al.  Multi-region exome sequencing reveals genomic evolution from preneoplasia to lung adenocarcinoma , 2019, Nature Communications.

[10]  Jop Kind,et al.  Lamina Associated Domains and Gene Regulation in Development and Cancer , 2019, Cells.

[11]  E. King,et al.  Author Correction: Pan-cancer deconvolution of tumour composition using DNA methylation , 2018, Nature Communications.

[12]  D. Hanahan,et al.  Pan-Cancer Landscape of Aberrant DNA Methylation across Human Tumors. , 2018, Cell reports.

[13]  Thomas Lengauer,et al.  A comprehensive analysis of 195 DNA methylomes reveals shared and cell-specific features of partially methylated domains , 2018, Genome Biology.

[14]  L. Cantley,et al.  The Multifaceted Role of Chromosomal Instability in Cancer and Its Microenvironment , 2018, Cell.

[15]  E. King,et al.  Pan-cancer deconvolution of tumour composition using DNA methylation , 2018, Nature Communications.

[16]  Nicolae Radu Zabet,et al.  DMRcaller: a versatile R/Bioconductor package for detection and visualization of differentially methylated regions in CpG and non-CpG contexts , 2018, Nucleic acids research.

[17]  P. Scheet,et al.  Abstract 4686: T cell repertoire evolution from the normal lung to invasive lung adenocarcinoma , 2018, Immunology.

[18]  Peter J. Park,et al.  Comprehensive analysis of chromothripsis in 2,658 human cancers using whole-genome sequencing , 2018, bioRxiv.

[19]  D. Felsher,et al.  The MYC oncogene is a global regulator of the immune response. , 2018, Blood.

[20]  Min Liu,et al.  DNA methylation affects metastasis of renal cancer and is associated with TGF-β/RUNX3 inhibition , 2018, Cancer Cell International.

[21]  Yongbing Chen,et al.  New horizons in surgical treatment of ground-glass nodules of the lung: experience and controversies , 2018, Therapeutics and clinical risk management.

[22]  P. Massion,et al.  Communication About the Probability of Cancer in Indeterminate Pulmonary Nodules , 2017, JAMA surgery.

[23]  Ash A. Alizadeh,et al.  Profiling Tumor Infiltrating Immune Cells with CIBERSORT. , 2018, Methods in molecular biology.

[24]  L. Wils,et al.  Epigenetic regulation of the Hedgehog and Wnt pathways in cancer. , 2018, Critical reviews in oncology/hematology.

[25]  P. A. Futreal,et al.  Genomic Landscape of Atypical Adenomatous Hyperplasia Reveals Divergent Modes to Lung Adenocarcinoma. , 2017, Cancer research.

[26]  J. Fujimoto,et al.  P2.02-013 Investigation of Genomic and TCR Repertoire Evolution of AAH, AIS, MIA to Invasive Lung Adenocarcinoma by Multiregion Exome and TCR Sequencing , 2017 .

[27]  Manolis Kellis,et al.  Chromatin-state discovery and genome annotation with ChromHMM , 2017, Nature Protocols.

[28]  Ryan Emerson,et al.  TCR Repertoire Intratumor Heterogeneity in Localized Lung Adenocarcinomas: An Association with Predicted Neoantigen Heterogeneity and Postsurgical Recurrence. , 2017, Cancer discovery.

[29]  William A. Flavahan,et al.  Epigenetic plasticity and the hallmarks of cancer , 2017, Science.

[30]  C. Swanton,et al.  TRACERx Renal: tracking renal cancer evolution through therapy , 2017, Nature Reviews Urology.

[31]  Piero Carninci,et al.  Integrative CAGE and DNA Methylation Profiling Identify Epigenetically Regulated Genes in NSCLC , 2017, Molecular Cancer Research.

[32]  L. Hou,et al.  Prediction of genome-wide DNA methylation in repetitive elements , 2017, Nucleic acids research.

[33]  D. Schübeler,et al.  Impact of cytosine methylation on DNA binding specificities of human transcription factors , 2017, Science.

[34]  Nicolai J. Birkbak,et al.  Tracking the Evolution of Non‐Small‐Cell Lung Cancer , 2017, The New England journal of medicine.

[35]  I. Wistuba,et al.  DNA methylation intratumor heterogeneity in localized lung adenocarcinomas , 2017, Oncotarget.

[36]  Jan Paul Medema,et al.  Intra-tumor heterogeneity from a cancer stem cell perspective , 2017, Molecular Cancer.

[37]  Nicolai J. Birkbak,et al.  Constraints in cancer evolution. , 2017, Biochemical Society transactions.

[38]  S. Elledge,et al.  Tumor aneuploidy correlates with markers of immune evasion and with reduced response to immunotherapy , 2017, Science.

[39]  Zhiwei Chen,et al.  Understanding the epigenetic regulation of tumours and their microenvironments: opportunities and problems for epigenetic therapy , 2017, The Journal of pathology.

[40]  Dongmei Lin,et al.  Genomic heterogeneity of multiple synchronous lung cancer , 2016, Nature Communications.

[41]  A. Godzik,et al.  Mutation Drivers of Immunological Responses to Cancer , 2016, Cancer Immunology Research.

[42]  P. Scheet,et al.  Early Events in the Molecular Pathogenesis of Lung Cancer , 2016, Cancer Prevention Research.

[43]  Wei Wang,et al.  Finding De novo methylated DNA motifs , 2016, bioRxiv.

[44]  D. Cohen,et al.  KLF4 regulates adult lung tumor-initiating cells and represses K-Ras-mediated lung cancer , 2015, Cell Death and Differentiation.

[45]  Nathan C. Sheffield,et al.  LOLA: enrichment analysis for genomic region sets and regulatory elements in R and Bioconductor , 2015, Bioinform..

[46]  J. Wiemels,et al.  Genome-wide CpG island methylation and intergenic demethylation propensities vary among different tumor sites , 2015, Nucleic acids research.

[47]  Zhifu Sun,et al.  Base resolution methylome profiling: considerations in platform selection, data preprocessing and analysis , 2015, Epigenomics.

[48]  Qing-Yu He,et al.  ChIPseeker: an R/Bioconductor package for ChIP peak annotation, comparison and visualization , 2015, Bioinform..

[49]  Kristian Vlahovicek,et al.  Genomation: a Toolkit to Summarize, Annotate and Visualize Genomic Intervals , 2015, Bioinform..

[50]  S. Belinsky Unmasking the lung cancer epigenome. , 2015, Annual review of physiology.

[51]  D. Karolchik,et al.  The UCSC Genome Browser database: 2016 update , 2015, bioRxiv.

[52]  Michael J. Ziller,et al.  Locally disordered methylation forms the basis of intratumor methylome variation in chronic lymphocytic leukemia. , 2014, Cancer cell.

[53]  Yu Cao,et al.  Intratumor heterogeneity in localized lung adenocarcinomas delineated by multiregion sequencing , 2014, Science.

[54]  Sheng Li,et al.  Dynamic evolution of clonal epialleles revealed by methclone , 2014, Genome Biology.

[55]  Dustin E. Schones,et al.  Epigenetic dysregulation by nickel through repressive chromatin domain disruption , 2014, Proceedings of the National Academy of Sciences.

[56]  Kwok-Kin Wong,et al.  Non-small-cell lung cancers: a heterogeneous set of diseases , 2014, Nature Reviews Cancer.

[57]  Steven J. M. Jones,et al.  Comprehensive molecular profiling of lung adenocarcinoma , 2014, Nature.

[58]  P. Forde,et al.  New Strategies in Lung Cancer: Epigenetic Therapy for Non–Small Cell Lung Cancer , 2014, Clinical Cancer Research.

[59]  Michael B. Stadler,et al.  DNA Sequence Explains Seemingly Disordered Methylation Levels in Partially Methylated Domains of Mammalian Genomes , 2014, PLoS genetics.

[60]  S. Belinsky,et al.  Global identification of genes targeted by DNMT3b for epigenetic silencing in lung cancer , 2014, Oncogene.

[61]  Steven J. M. Jones,et al.  Comprehensive molecular profiling of lung adenocarcinoma , 2014, Nature.

[62]  M. D. Reed,et al.  Aerosolised 5-azacytidine suppresses tumour growth and reprogrammes the epigenome in an orthotopic lung cancer model , 2013, British Journal of Cancer.

[63]  Yijiang Chen,et al.  WT1 Promotes Invasion of NSCLC via Suppression of CDH1 , 2013, Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer.

[64]  Michael B. Stadler,et al.  Identification of active regulatory regions from DNA methylation data , 2013, Nucleic acids research.

[65]  M. Shen Chromoplexy: a new category of complex rearrangements in the cancer genome. , 2013, Cancer cell.

[66]  Andrew M. K. Brown,et al.  Variable Clonal Repopulation Dynamics Influence Chemotherapy Response in Colorectal Cancer , 2013, Science.

[67]  Martin J. Aryee,et al.  DNA Methylation Alterations Exhibit Intraindividual Stability and Interindividual Heterogeneity in Prostate Cancer Metastases , 2013, Science Translational Medicine.

[68]  J. Austin,et al.  IASLC/ATS/ERS International Multidisciplinary Classification of Lung Adenocarcinoma: Novel Concepts and Radiologic Implications , 2012, Journal of thoracic imaging.

[69]  Zohar Mukamel,et al.  Epigenetic polymorphism and the stochastic formation of differentially methylated regions in normal and cancerous tissues , 2012, Nature Genetics.

[70]  Francine E. Garrett-Bakelman,et al.  methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles , 2012, Genome Biology.

[71]  Data production leads,et al.  An integrated encyclopedia of DNA elements in the human genome , 2012 .

[72]  A. McKenna,et al.  Absolute quantification of somatic DNA alterations in human cancer , 2012, Nature Biotechnology.

[73]  Brian J. Stevenson,et al.  Global DNA hypomethylation coupled to repressive chromatin domain formation and gene silencing in breast cancer. , 2012, Genome research.

[74]  Peter A. Jones,et al.  A decade of exploring the cancer epigenome — biological and translational implications , 2011, Nature Reviews Cancer.

[75]  Edward S. Kim,et al.  The BATTLE to Personalize Lung Cancer Prevention through Reverse Migration , 2011, Cancer Prevention Research.

[76]  Kimberly D. Siegmund,et al.  DNA Methylation Changes in Atypical Adenomatous Hyperplasia, Adenocarcinoma In Situ, and Lung Adenocarcinoma , 2011, PloS one.

[77]  A. Feinberg,et al.  Increased methylation variation in epigenetic domains across cancer types , 2011, Nature Genetics.

[78]  Vijay K. Tiwari,et al.  Genomic Prevalence of Heterochromatic H3K9me2 and Transcription Do Not Discriminate Pluripotent from Terminally Differentiated Cells , 2011, PLoS genetics.

[79]  E. Blackburn Cancer Interception , 2011, Cancer Prevention Research.

[80]  Felix Krueger,et al.  Bismark: a flexible aligner and methylation caller for Bisulfite-Seq applications , 2011, Bioinform..

[81]  M. Redondo,et al.  Role of Gene Methylation in Antitumor Immune Response: Implication for Tumor Progression , 2011, Cancers.

[82]  Zachary D. Smith,et al.  Preparation of reduced representation bisulfite sequencing libraries for genome-scale DNA methylation profiling , 2011, Nature Protocols.

[83]  Xiaohong Li,et al.  A Comprehensive Survey of Clonal Diversity Measures in Barrett's Esophagus as Biomarkers of Progression to Esophageal Adenocarcinoma , 2010, Cancer Prevention Research.

[84]  G. Watanabe,et al.  Long Interspersed Nuclear Element 1 Hypomethylation Is a Marker of Poor Prognosis in Stage IA Non–Small Cell Lung Cancer , 2010, Clinical Cancer Research.

[85]  Mikael Bodén,et al.  MEME Suite: tools for motif discovery and searching , 2009, Nucleic Acids Res..

[86]  Paul Marjoram,et al.  Inferring clonal expansion and cancer stem cell dynamics from DNA methylation patterns in colorectal cancers , 2009, Proceedings of the National Academy of Sciences.

[87]  Etsuo Miyaoka,et al.  Pulmonary Ground-Glass Opacity (GGO) Lesions–Large Size and a History of Lung Cancer are Risk Factors for Growth , 2008, Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer.

[88]  T. Mikkelsen,et al.  Genome-scale DNA methylation maps of pluripotent and differentiated cells , 2008, Nature.

[89]  D. Gold,et al.  Gene silencing in cancer by histone H3 lysine 27 trimethylation independent of promoter DNA methylation , 2008, Nature Genetics.

[90]  Peter A. Jones,et al.  The Epigenomics of Cancer , 2007, Cell.

[91]  P. Laird,et al.  The Role of DNA Methylation in the Development and Progression of Lung Adenocarcinoma , 2007, Disease markers.

[92]  Zohar Yakhini,et al.  Polycomb-mediated methylation on Lys27 of histone H3 pre-marks genes for de novo methylation in cancer , 2007, Nature Genetics.

[93]  P. Laird,et al.  Epigenetic stem cell signature in cancer , 2007, Nature Genetics.

[94]  Kelly M. McGarvey,et al.  A stem cell–like chromatin pattern may predispose tumor suppressor genes to DNA hypermethylation and heritable silencing , 2007, Nature Genetics.

[95]  K. Tanabe,et al.  Cancer immunoediting from immune surveillance to immune escape , 2007, Immunology.

[96]  S. Baylin,et al.  DNA methylation and gene silencing in cancer , 2005, Nature Clinical Practice Oncology.

[97]  R. Jaenisch,et al.  Chromosomal Instability and Tumors Promoted by DNA Hypomethylation , 2003, Science.

[98]  E. Henske,et al.  Tuberin, the tuberous sclerosis complex 2 tumor suppressor gene product, regulates Rho activation, cell adhesion and migration , 2002, Oncogene.

[99]  E. Henske,et al.  Mutations in the tuberous sclerosis complex gene TSC2 are a cause of sporadic pulmonary lymphangioleiomyomatosis. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[100]  Rudolf Jaenisch,et al.  DNA hypomethylation leads to elevated mutation rates , 1998, Nature.